JUITA : Jurnal Informatika
JUITA Vol. 6 Nomor 2, November 2018

Cyberbullying Detection Modelling at Twitter Social Networking

Ika Yunida Anggraini (Universitas Nusantara PGRI Kediri)
Sucipto Sucipto (Universitas Nusantara PGRI Kediri)
Rini Indriati (Universitas Nusantara PGRI Kediri)



Article Info

Publish Date
24 Nov 2018

Abstract

Cybercrimes often happened in social networking sites. Cyber-bullying is a form of cybercrime that recently trended in one of popular social networking sites, Twitter. The practice of cyber-bullying on teenager can cause depression, murderer or suicidal thoughts and it needs a preventing action so it will not harmful to the victim. To prevent cyber-bullying a text mining modelling can be done to classify tweets on Twitter into two classes, bullying class and not bullying class. On this research we use Naïve Bayes Classifier with five stages of pre-processing : replace tokens, transform case, tokenization, filter stopwords and n-grams. The validation process on this research used 10-Fold Cross Validation. To evaluate the performance of the model a Confusion Matrix table is used. The model on 10-Fold Cross Validation phase works well with 77,88% of precision , 94,75% of recall and 82,50% of accuracy with +/-5,12%  of standard deviation.

Copyrights © 2018






Journal Info

Abbrev

JUITA

Publisher

Subject

Computer Science & IT

Description

UITA: Jurnal Informatika is a science journal and informatics field application that presents articles on thoughts and research of the latest developments. JUITA is a journal peer reviewed and open access. JUITA is published by the Informatics Engineering Study Program, Universitas Muhammadiyah ...